Main Indicators
In order to partition networks into components or clusters, we deploy a community detection technique based on the Lovain Algorithm (Blondel et al., 2008). The Lovain Algorithm is a heuristic method that attempts to optimize the modularity of communities within a network by maximizing within- and minimizing between-community connectivity. We identify the following communities = knowledge bases.
| com | name | dgr_int | dgr |
|---|---|---|---|
| Knowledge Base 1: KB 1 | |||
| 1 | AUTOR D.H. LEVY F. MURNANE R.J. THE SKILL CONTENT OF RECENT TECHNOLOGICAL CHANGE: AN EMPIRICAL EXPLORATION (2003) | 2422 | 2724 |
| 1 | GOOS M. MANNING A. SALOMONS A. EXPLAINING JOB POLARIZATION: ROUTINE-BIASED TECHNOLOGICAL CHANGE AND OFFSHORING (2014) | 1760 | 1920 |
| 1 | ACEMOGLU D. AUTOR D. SKILLS TASKS AND TECHNOLOGIES: IMPLICATIONS FOR EMPLOYMENT AND EARNINGS (2011) | 1645 | 1866 |
| 1 | GOOS M. MANNING A. LOUSY AND LOVELY JOBS: THE RISING POLARIZATION OF WORK IN BRITAIN (2007) | 1580 | 1730 |
| 1 | AUTOR D.H. DORN D. THE GROWTH OF LOW-SKILL SERVICE JOBS AND THE POLARIZATION OF THE US LABOR MARKET (2013) | 1332 | 1561 |
| 1 | GOOS M. MANNING A. SALOMONS A. JOB POLARIZATION IN EUROPE (2009) | 878 | 939 |
| 1 | SPITZ-OENER A. TECHNICAL CHANGE JOB TASKS AND RISING EDUCATIONAL DEMANDS: LOOKING OUTSIDE THE WAGE STRUCTURE (2006) | 876 | 927 |
| 1 | FREY C.B. OSBORNE M.A. THE FUTURE OF EMPLOYMENT: HOW SUSCEPTIBLE ARE JOBS TO COMPUTERISATION? (2017) | 665 | 923 |
| 1 | KARABARBOUNIS L. NEIMAN B. THE GLOBAL DECLINE OF THE LABOR SHARE (2014) | 525 | 550 |
| 1 | AUTOR D.H. WHY ARE THERE STILL SO MANY JOBS? THE HISTORY AND FUTURE OF WORKPLACE AUTOMATION (2015) | 519 | 711 |
| Knowledge Base 2: KB 2 | |||
| 2 | AUTOR D.H. DORN D. HANSON G.H. THE CHINA SYNDROME: LOCAL LABOR MARKET EFFECTS OF IMPORT COMPETITION IN THE UNITED STATES (2013) | 1044 | 1546 |
| 2 | EATON J. KORTUM S. TECHNOLOGY GEOGRAPHY AND TRADE (2002) | 836 | 942 |
| 2 | MELITZ M.J. THE IMPACT OF TRADE ON INTRA-INDUSTRY REALLOCATIONS AND AGGREGATE INDUSTRY PRODUCTIVITY (2003) | 631 | 725 |
| 2 | HEAD K. MAYER T. GRAVITY EQUATIONS: WORKHORSE TOOLKIT AND COOKBOOK (2014) | 591 | 591 |
| 2 | ANDERSON J.E. VAN WINCOOP E. GRAVITY WITH GRAVITAS: A SOLUTION TO THE BORDER PUZZLE (2003) | 479 | 479 |
| 2 | CALIENDO L. PARRO F. ESTIMATES OF THE TRADE AND WELFARE EFFECTS OF NAFTA (2015) | 412 | 441 |
| 2 | SIMONOVSKA I. WAUGH M.E. THE ELASTICITY OF TRADE: ESTIMATES AND EVIDENCE (2014) | 389 | 412 |
| 2 | ANDERSON J.E. A THEORETICAL FOUNDATION FOR THE GRAVITY EQUATION (1979) | 311 | 311 |
| 2 | ARKOLAKIS C. COSTINOT A. RODRÍGUEZ-CLARE A. NEW TRADE MODELS SAME OLD GAINS? (2012) | 285 | 288 |
| 2 | CHANEY T. DISTORTED GRAVITY: THE INTENSIVE AND EXTENSIVE MARGINS OF INTERNATIONAL TRADE (2008) | 276 | 276 |
| Knowledge Base 3: KB 3 | |||
| 3 | TUSHMAN M.L. ANDERSON P. TECHNOLOGICAL DISCONTINUITIES AND ORGANIZATIONAL ENVIRONMENTS (1986) | 1314 | 1334 |
| 3 | CHRISTENSEN C.M. (1997) | 647 | 660 |
| 3 | HENDERSON R.M. CLARK K.B. ARCHITECTURAL INNOVATION: THE RECONFIGURATION OF EXISTING PRODUCT TECHNOLOGIES AND THE FAILURE OF ESTABLISHED FIRMS (1990) | 490 | 506 |
| 3 | MARCH J.G. EXPLORATION AND EXPLOITATION IN ORGANIZATIONAL LEARNING (1991) | 330 | 342 |
| 3 | COHEN W.M. LEVINTHAL D.A. ABSORPTIVE CAPACITY: A NEW PERSPECTIVE ON LEARNING AND INNOVATION (1990) | 318 | 328 |
| 3 | TRIPSAS M. GAVETTI G. CAPABILITIES COGNITION AND INERTIA: EVIDENCE FROM DIGITAL IMAGING (2000) | 291 | 294 |
| 3 | LEONARD-BARTON D. CORE CAPABILITIES AND CORE RIGIDITIES: A PARADOX IN MANAGING NEW PRODUCT DEVELOPMENT (1992) | 281 | 285 |
| 3 | CHRISTENSEN C.M. BOWER J.L. CUSTOMER POWER STRATEGIC INVESTMENT AND THE FAILURE OF LEADING FIRMS (1996) | 264 | 268 |
| 3 | TEECE D.J. PISANO G. SHUEN A. DYNAMIC CAPABILITIES AND STRATEGIC MANAGEMENT (1997) | 254 | 279 |
| 3 | TRIPSAS M. UNRAVELING THE PROCESS OF CREATIVE DESTRUCTION: COMPLEMENTARY ASSETS AND INCUMBENT SURVIVAL IN THE TYPESETTER INDUSTRY (1997) | 247 | 247 |
| Knowledge Base 4: KB 4 | |||
| 4 | PAOLACCI G. CHANDLER J. IPEIROTIS P.G. RUNNING EXPERIMENTS ON AMAZON MECHANICAL TURK (2010) | 972 | 1002 |
| 4 | GOODMAN J.K. CRYDER C.E. CHEEMA A. DATA COLLECTION IN A FLAT WORLD: THE STRENGTHS AND WEAKNESSES OF MECHANICAL TURK SAMPLES (2013) | 645 | 667 |
| 4 | HORTON J.J. RAND D.G. ZECKHAUSER R.J. THE ONLINE LABORATORY: CONDUCTING EXPERIMENTS IN A REAL LABOR MARKET (2011) | 586 | 652 |
| 4 | MASON W. SURI S. CONDUCTING BEHAVIORAL RESEARCH ON AMAZON’S MECHANICAL TURK (2012) | 432 | 432 |
| 4 | PAOLACCI G. CHANDLER J. INSIDE THE TURK: UNDERSTANDING MECHANICAL TURK AS A PARTICIPANT POOL (2014) | 391 | 397 |
| 4 | BUHRMESTER M. KWANG T. GOSLING S.D. AMAZON’S MECHANICAL TURK: A NEW SOURCE OF INEXPENSIVE YET HIGH-QUALITY DATA? (2011) | 319 | 319 |
| 4 | PEER E. VOSGERAU J. ACQUISTI A. REPUTATION AS A SUFFICIENT CONDITION FOR DATA QUALITY ON AMAZON MECHANICAL TURK (2014) | 296 | 296 |
| 4 | MASON W. SURI S. CONDUCTING BEHAVIORAL RESEARCH ON AMAZON’S MECHANICAL TURK (2012) | 247 | 247 |
| 4 | BUHRMESTER M. KWANG T. GOSLING S.D. AMAZON’S MECHANICAL TURK: A NEW SOURCE OF INEXPENSIVE YET HIGH-QUALITY DATA? (2011) | 245 | 248 |
| 4 | BERINSKY A.J. HUBER G.A. LENZ G.S. EVALUATING ONLINE LABOR MARKETS FOR EXPERIMENTAL RESEARCH: AMAZON.COM’S MECHANICAL TURK (2012) | 217 | 217 |
| Knowledge Base 5: KB 5 | |||
| 5 | DIETVORST B.J. SIMMONS J.P. MASSEY C. ALGORITHM AVERSION: PEOPLE ERRONEOUSLY AVOID ALGORITHMS AFTER SEEING THEM ERR (2015) | 241 | 245 |
| 5 | DIETVORST B.J. SIMMONS J.P. MASSEY C. OVERCOMING ALGORITHM AVERSION: PEOPLE WILL USE IMPERFECT ALGORITHMS IF THEY CAN (EVEN SLIGHTLY) | 213 | 216 |
| 5 | HUANG M.H. RUST R.T. ARTIFICIAL INTELLIGENCE IN SERVICE (2018) | 184 | 191 |
| 5 | JARRAHI M.H. ARTIFICIAL INTELLIGENCE AND THE FUTURE OF WORK: HUMAN-AI SYMBIOSIS IN ORGANIZATIONAL DECISION MAKING (2018) | 146 | 159 |
| 5 | DAVIS F.D. PERCEIVED USEFULNESS PERCEIVED EASE OF USE AND USER ACCEPTANCE OF INFORMATION TECHNOLOGY (1989) | 129 | 161 |
| 5 | SYAM N. SHARMA A. WAITING FOR A SALES RENAISSANCE IN THE FOURTH INDUSTRIAL REVOLUTION: MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE IN SALES RESEAR… | 128 | 137 |
| 5 | LOGG J.M. MINSON J.A. MOORE D.A. ALGORITHM APPRECIATION: PEOPLE PREFER ALGORITHMIC TO HUMAN JUDGMENT (2019) | 126 | 132 |
| 5 | DAVENPORT T. GUHA A. GREWAL D. BRESSGOTT T. HOW ARTIFICIAL INTELLIGENCE WILL CHANGE THE FUTURE OF MARKETING (2020) | 116 | 119 |
| 5 | DAWES R.M. THE ROBUST BEAUTY OF IMPROPER LINEAR MODELS IN DECISION MAKING (1979) | 110 | 110 |
| 5 | DAVENPORT T.H. RONANKI R. ARTIFICIAL INTELLIGENCE FOR THE REAL WORLD (2018) | 108 | 124 |
| Knowledge Base 6: KB 6 | |||
| 6 | BERRY S. LEVINSOHN J. PAKES A. AUTOMOBILE PRICES IN MARKET EQUILIBRIUM (1995) | 1263 | 1284 |
| 6 | NEVO A. MEASURING MARKET POWER IN THE READY-TO-EAT CEREAL INDUSTRY (2001) | 745 | 751 |
| 6 | BERRY S.T. ESTIMATING DISCRETE-CHOICE MODELS OF PRODUCT DIFFERENTIATION (1994) | 332 | 353 |
| 6 | BERRY S. ESTIMATING DISCRETE-CHOICE MODELS OF PRODUCT DIFFERENTIATION (1994) | 272 | 272 |
| 6 | PETRIN A. QUANTIFYING THE BENEFITS OF NEW PRODUCTS: THE CASE OF THE MINIVAN (2002) | 206 | 206 |
| 6 | NEVO A. MERGERS WITH DIFFERENTIATED PRODUCTS: THE CASE OF THE READY-TO-EAT CEREAL INDUSTRY (2000) | 192 | 192 |
| 6 | STOCK J.H. YOGO M. TESTING FOR WEAK INSTRUMENTS IN LINEAR IV REGRESSION (2005) | 115 | 137 |
| 6 | NEVO A. A PRACTITIONER’S GUIDE TO ESTIMATION OF RANDOM-COEFFICIENTS LOGIT MODELS OF DEMAND (2000) | 100 | 100 |
| 6 | REYNAERT M. VERBOVEN F. IMPROVING THE PERFORMANCE OF RANDOM COEFFICIENTS DEMAND MODELS: THE ROLE OF OPTIMAL INSTRUMENTS (2014) | 82 | 82 |
| 6 | STAIGER D. STOCK J.H. INSTRUMENTAL VARIABLES REGRESSION WITH WEAK INSTRUMENTS (1997) | 81 | 92 |
| Knowledge Base 7: KB 7 | |||
| 7 | BRYNJOLFSSON E. MCAFEE A. (2014) | 917 | 1699 |
| 7 | FORD M. (2015) | 266 | 442 |
| 7 | ARNTZ M. GREGORY T. ZIERAHN U. (2016) | 181 | 397 |
| 7 | FREY C.B. OSBORNE M.A. (2013) | 90 | 146 |
| 7 | SCHWAB K. (2016) | 72 | 87 |
| 7 | PORTER M.E. HEPPELMANN J.E. HOW SMART CONNECTED PRODUCTS ARE TRANSFORMING COMPETITION (2014) | 51 | 70 |
| 7 | MOKYR J. VICKERS C. ZIEBARTH N.L. THE HISTORY OF TECHNOLOGICAL ANXIETY AND THE FUTURE OF ECONOMIC GROWTH: IS THIS TIME DIFFERENT? (2015) | 50 | 146 |
| 7 | ZUBOFF S. (1988) | 43 | 61 |
| 7 | NAMBISAN S. WRIGHT M. FELDMAN M. THE DIGITAL TRANSFORMATION OF INNOVATION AND ENTREPRENEURSHIP: PROGRESS CHALLENGES AND KEY THEMES (2019) | 41 | 47 |
| 7 | MASON P. (2015) | 39 | 39 |
| Knowledge Base 8: KB 8 | |||
| 8 | NIEDERLE M. VESTERLUND L. DO WOMEN SHY AWAY FROM COMPETITION? DO MEN COMPETE TOO MUCH? (2007) | 705 | 714 |
| 8 | CROSON R. GNEEZY U. GENDER DIFFERENCES IN PREFERENCES (2009) | 445 | 454 |
| 8 | GNEEZY U. NIEDERLE M. RUSTICHINI A. PERFORMANCE IN COMPETITIVE ENVIRONMENTS: GENDER DIFFERENCES (2003) | 372 | 372 |
| 8 | DOHMEN T. FALK A. HUFFMAN D. SUNDE U. SCHUPP J. WAGNER G.G. INDIVIDUAL RISK ATTITUDES: MEASUREMENT DETERMINANTS AND BEHAVIORAL CONSEQUENCES (2011) | 370 | 370 |
| 8 | BUSER T. NIEDERLE M. OOSTERBEEK H. GENDER COMPETITIVENESS AND CAREER CHOICES (2014) | 299 | 299 |
| 8 | HOLT C.A. LAURY S.K. RISK AVERSION AND INCENTIVE EFFECTS (2002) | 258 | 262 |
| 8 | FISCHBACHER U. Z-TREE: ZURICH TOOLBOX FOR READY-MADE ECONOMIC EXPERIMENTS (2007) | 220 | 230 |
| 8 | NIEDERLE M. VESTERLUND L. GENDER AND COMPETITION (2011) | 175 | 175 |
| 8 | SHURCHKOV O. UNDER PRESSURE: GENDER DIFFERENCES IN OUTPUT QUALITY AND QUANTITY UNDER COMPETITION AND TIME CONSTRAINTS (2012) | 157 | 157 |
| 8 | GNEEZY U. RUSTICHINI A. GENDER AND COMPETITION AT A YOUNG AGE (2004) | 133 | 133 |